Using ?radioactive data? to detect if a data set was used for training

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SablayrollesResearch AssistantMatthijs
DirectorHow Facebook
MLMay 31

Douze
Hervé JégouWritten byAlexandre Sablayrolles
Matthijs Douze
Hervé JégouShare
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SOURCE: https://ai.facebook.com/blog/using-radioactive-data-to-detect-if-a-data-set-was-used-for-training/

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Summary

Our method provides a level of confidence (p-value) that a radioactive data set was used to train a particular model. We also designed the radioactive data method so that it is extremely difficult to detect whether a data set is radioactive and to remove the marks from the trained model.The top row shows original images from the Holidays data set and the second row shows the images with a radioactive mark (with PSNR=42dB).

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Using ?radioactive data? to detect if a data set was used for training

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